Remaining Useful Life Prognosis of Supercapacitors Under Temperature and Voltage Aging Conditions

被引：69
作者：
El Mejdoubi, Asmae [1 ]
Chaoui, Hicham [2 ]
Sabor, Jalal [3 ]
Gualous, Hamid [1 ]
机构：
[1] Univ Caen Normandie, LUSAC Lab, F-50100 Cherbourg En Cotentin, France
[2] Carleton Univ, Intelligent Robot & Energy Syst Res Grp, Dept Elect, Ottawa, ON K1S 5B6, Canada
[3] Moulay Ismail Univ, Ecole Natl Super Arts & Metiers, Meknes 50050, Morocco
来源：
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS | 2018年 / 65卷 / 05期
关键词：
Calendar aging; electric double-layer capacitor; particle filter (PF); prognosis; remaining useful life (RUL); supercapacitors; FUEL-CELL; STATE; BATTERIES; SYSTEMS; STORAGE; MODEL;
D O I：
10.1109/TIE.2017.2767550
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
This paper presents a remaining useful life (RUL) prognosis model for supercapacitors considering the aging conditions. The proposed model uses the particle filter to predict the posterior values of the aging indicators, i.e., capacitance and resistance. Unlike other prognosis methods, the proposed model predicts the RUL, considering the aging conditions such as temperature and voltage. In order to validate the proposed method, experiments have been carried out under different aging conditions. Results highlight the effectiveness of the approach in predicting capacitance and resistance, as well as the RUL for different initial conditions.
引用
收藏
页码：4357 / 4367
页数：11
相关论文
共 39 条
[1]   Particle-filtering-based failure prognosis via sigma-points: Application to Lithium-Ion battery State-of-Charge monitoring [J].
Acuna, David E. ;
Orchard, Marcos E. .
MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2017, 85 :827-848
[2]   Ageing behaviour of electrochemical double layer capacitors Part I. Experimental study and ageing model [J].
Bohlen, Oliver ;
Kowal, Julia ;
Sauer, Dirk Uwe .
JOURNAL OF POWER SOURCES, 2007, 172 (01) :468-475
[3]   Remaining Useful Life Prediction and Uncertainty Quantification of Proton Exchange Membrane Fuel Cell Under Variable Load [J].
Bressel, Mathieu ;
Hilairet, Mickael ;
Hissel, Daniel ;
Bouamama, Belkacem Ould .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2016, 63 (04) :2569-2577
[4]  
Dakin T.W., 1948, Trans. Am. Inst. Electr. Eng, V67, P113, DOI [10.1109/T-AIEE.1948.5059649, DOI 10.1109/T-AIEE.1948.5059649]
[5]   State of health estimation and remaining useful life prediction of solid oxide fuel cell stack [J].
Dolenc, B. ;
Boskoski, P. ;
Stepancic, M. ;
Pohjoranta, A. ;
Juricic, D. .
ENERGY CONVERSION AND MANAGEMENT, 2017, 148 :993-1002
[6]   Online Parameter Identification for Supercapacitor State-of-Health Diagnosis for Vehicular Applications [J].
El Mejdoubi, Asmae ;
Chaoui, Hicham ;
Gualous, Hamid ;
Sabor, Jalal .
IEEE TRANSACTIONS ON POWER ELECTRONICS, 2017, 32 (12) :9355-9363
[7]   Prediction Aging Model for Supercapacitor's Calendar Life in Vehicular Applications [J].
El Mejdoubi, Asmae ;
Oukaour, Amrane ;
Chaoui, Hicham ;
Gualous, Hamid ;
Sabor, Jalal ;
Slamani, Youssef .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2016, 65 (06) :4253-4263
[8]   Online Supercapacitor Diagnosis for Electric Vehicle Applications [J].
El Mejdoubi, Asmae ;
Oukaour, Amrane ;
Chaoui, Hicham ;
Slamani, Youssef ;
Sabor, Jalal ;
Gualous, Hamid .
IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2016, 65 (06) :4241-4252
[9]   State-of-Charge and State-of-Health Lithium-Ion Batteries' Diagnosis According to Surface Temperature Variation [J].
El Mejdoubi, Asmae ;
Oukaour, Amrane ;
Chaoui, Hicham ;
Gualous, Hamid ;
Sabor, Jalal ;
Slamani, Youssef .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2016, 63 (04) :2391-2402
[10]   Impact of Voltage Resets on Supercapacitors Aging [J].
German, Ronan ;
Sari, Ali ;
Briat, Olivier ;
Vinassa, Jean-Michel ;
Venet, Pascal .
IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2016, 63 (12) :7703-7711
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